{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from numpy import NaN, NAN, nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# from numpy import * # DONT DO THIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nan == True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nan == False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nan == nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(NAN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(NaN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
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       "      <td>1930-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>751</td>\n",
       "      <td>DR-3</td>\n",
       "      <td>1930-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>752</td>\n",
       "      <td>DR-3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>837</td>\n",
       "      <td>MSK-4</td>\n",
       "      <td>1932-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>844</td>\n",
       "      <td>DR-1</td>\n",
       "      <td>1932-03-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ident   site       dated\n",
       "0    619   DR-1  1927-02-08\n",
       "1    622   DR-1  1927-02-10\n",
       "2    734   DR-3  1939-01-07\n",
       "3    735   DR-3  1930-01-12\n",
       "4    751   DR-3  1930-02-26\n",
       "5    752   DR-3         NaN\n",
       "6    837  MSK-4  1932-01-14\n",
       "7    844   DR-1  1932-03-22"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('../data/survey_visited.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>735</td>\n",
       "      <td>DR-3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>751</td>\n",
       "      <td>DR-3</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>752</td>\n",
       "      <td>DR-3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>837</td>\n",
       "      <td>MSK-4</td>\n",
       "      <td>1932-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>844</td>\n",
       "      <td>DR-1</td>\n",
       "      <td>1932-03-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ident   site       dated\n",
       "0    619   DR-1  1927-02-08\n",
       "1    622   DR-1  1927-02-10\n",
       "2    734   DR-3  1939-01-07\n",
       "3    735   DR-3  1930-01-12\n",
       "4    751   DR-3  1930-02-26\n",
       "5    752   DR-3            \n",
       "6    837  MSK-4  1932-01-14\n",
       "7    844   DR-1  1932-03-22"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('../data/survey_visited.csv', keep_default_na=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>734.0</td>\n",
       "      <td>DR-3</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>735.0</td>\n",
       "      <td>DR-3</td>\n",
       "      <td>1930-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>751.0</td>\n",
       "      <td>DR-3</td>\n",
       "      <td>1930-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>752.0</td>\n",
       "      <td>DR-3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>837.0</td>\n",
       "      <td>MSK-4</td>\n",
       "      <td>1932-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>844.0</td>\n",
       "      <td>DR-1</td>\n",
       "      <td>1932-03-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ident   site       dated\n",
       "0    NaN   DR-1  1927-02-08\n",
       "1    NaN   DR-1  1927-02-10\n",
       "2  734.0   DR-3  1939-01-07\n",
       "3  735.0   DR-3  1930-01-12\n",
       "4  751.0   DR-3  1930-02-26\n",
       "5  752.0   DR-3         NaN\n",
       "6  837.0  MSK-4  1932-01-14\n",
       "7  844.0   DR-1  1932-03-22"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('../data/survey_visited.csv', na_values=[619, 622])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Date</th>\n",
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       "      <th>Cases_Liberia</th>\n",
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       "      <td>10030.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1786.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2977.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1/4/2015</td>\n",
       "      <td>288</td>\n",
       "      <td>2775.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9780.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1781.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2943.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1/3/2015</td>\n",
       "      <td>287</td>\n",
       "      <td>2769.0</td>\n",
       "      <td>8166.0</td>\n",
       "      <td>9722.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1767.0</td>\n",
       "      <td>3496.0</td>\n",
       "      <td>2915.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1/2/2015</td>\n",
       "      <td>286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8157.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3496.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12/31/2014</td>\n",
       "      <td>284</td>\n",
       "      <td>2730.0</td>\n",
       "      <td>8115.0</td>\n",
       "      <td>9633.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>3471.0</td>\n",
       "      <td>2827.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone  \\\n",
       "0    1/5/2015  289        2776.0            NaN            10030.0   \n",
       "1    1/4/2015  288        2775.0            NaN             9780.0   \n",
       "2    1/3/2015  287        2769.0         8166.0             9722.0   \n",
       "3    1/2/2015  286           NaN         8157.0                NaN   \n",
       "4  12/31/2014  284        2730.0         8115.0             9633.0   \n",
       "\n",
       "   Cases_Nigeria  Cases_Senegal  Cases_UnitedStates  Cases_Spain  Cases_Mali  \\\n",
       "0            NaN            NaN                 NaN          NaN         NaN   \n",
       "1            NaN            NaN                 NaN          NaN         NaN   \n",
       "2            NaN            NaN                 NaN          NaN         NaN   \n",
       "3            NaN            NaN                 NaN          NaN         NaN   \n",
       "4            NaN            NaN                 NaN          NaN         NaN   \n",
       "\n",
       "   Deaths_Guinea  Deaths_Liberia  Deaths_SierraLeone  Deaths_Nigeria  \\\n",
       "0         1786.0             NaN              2977.0             NaN   \n",
       "1         1781.0             NaN              2943.0             NaN   \n",
       "2         1767.0          3496.0              2915.0             NaN   \n",
       "3            NaN          3496.0                 NaN             NaN   \n",
       "4         1739.0          3471.0              2827.0             NaN   \n",
       "\n",
       "   Deaths_Senegal  Deaths_UnitedStates  Deaths_Spain  Deaths_Mali  \n",
       "0             NaN                  NaN           NaN          NaN  \n",
       "1             NaN                  NaN           NaN          NaN  \n",
       "2             NaN                  NaN           NaN          NaN  \n",
       "3             NaN                  NaN           NaN          NaN  \n",
       "4             NaN                  NaN           NaN          NaN  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebola = pd.read_csv('../data/country_timeseries.csv')\n",
    "ebola.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 122 entries, 0 to 121\n",
      "Data columns (total 18 columns):\n",
      "Date                   122 non-null object\n",
      "Day                    122 non-null int64\n",
      "Cases_Guinea           93 non-null float64\n",
      "Cases_Liberia          83 non-null float64\n",
      "Cases_SierraLeone      87 non-null float64\n",
      "Cases_Nigeria          38 non-null float64\n",
      "Cases_Senegal          25 non-null float64\n",
      "Cases_UnitedStates     18 non-null float64\n",
      "Cases_Spain            16 non-null float64\n",
      "Cases_Mali             12 non-null float64\n",
      "Deaths_Guinea          92 non-null float64\n",
      "Deaths_Liberia         81 non-null float64\n",
      "Deaths_SierraLeone     87 non-null float64\n",
      "Deaths_Nigeria         38 non-null float64\n",
      "Deaths_Senegal         22 non-null float64\n",
      "Deaths_UnitedStates    18 non-null float64\n",
      "Deaths_Spain           16 non-null float64\n",
      "Deaths_Mali            12 non-null float64\n",
      "dtypes: float64(16), int64(1), object(1)\n",
      "memory usage: 17.2+ KB\n"
     ]
    }
   ],
   "source": [
    "ebola.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN        29\n",
       " 86.0       3\n",
       " 495.0      2\n",
       " 112.0      2\n",
       " 390.0      2\n",
       " 506.0      1\n",
       " 812.0      1\n",
       " 771.0      1\n",
       " 648.0      1\n",
       " 607.0      1\n",
       " 579.0      1\n",
       " 543.0      1\n",
       " 519.0      1\n",
       " 510.0      1\n",
       " 2597.0     1\n",
       " 2769.0     1\n",
       " 899.0      1\n",
       " 2571.0     1\n",
       " 485.0      1\n",
       " 472.0      1\n",
       " 460.0      1\n",
       " 427.0      1\n",
       " 415.0      1\n",
       " 861.0      1\n",
       " 942.0      1\n",
       " 936.0      1\n",
       " 1667.0     1\n",
       " 2706.0     1\n",
       " 2416.0     1\n",
       " 2292.0     1\n",
       "           ..\n",
       " 1519.0     1\n",
       " 151.0      1\n",
       " 1199.0     1\n",
       " 143.0      1\n",
       " 127.0      1\n",
       " 122.0      1\n",
       " 103.0      1\n",
       " 49.0       1\n",
       " 2695.0     1\n",
       " 2730.0     1\n",
       " 208.0      1\n",
       " 218.0      1\n",
       " 408.0      1\n",
       " 412.0      1\n",
       " 413.0      1\n",
       " 398.0      1\n",
       " 351.0      1\n",
       " 344.0      1\n",
       " 328.0      1\n",
       " 291.0      1\n",
       " 281.0      1\n",
       " 258.0      1\n",
       " 248.0      1\n",
       " 233.0      1\n",
       " 236.0      1\n",
       " 235.0      1\n",
       " 231.0      1\n",
       " 226.0      1\n",
       " 224.0      1\n",
       " 2776.0     1\n",
       "Name: Cases_Guinea, Length: 89, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebola.Cases_Guinea.value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1214"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.count_nonzero(ebola.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Day</th>\n",
       "      <th>Cases_Guinea</th>\n",
       "      <th>Cases_Liberia</th>\n",
       "      <th>Cases_SierraLeone</th>\n",
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       "      <th>Cases_Mali</th>\n",
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       "  </thead>\n",
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       "      <td>True</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>122 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date    Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone  \\\n",
       "0    False  False         False           True              False   \n",
       "1    False  False         False           True              False   \n",
       "2    False  False         False          False              False   \n",
       "3    False  False          True          False               True   \n",
       "4    False  False         False          False              False   \n",
       "5    False  False         False          False              False   \n",
       "6    False  False         False           True              False   \n",
       "7    False  False         False          False              False   \n",
       "8    False  False         False           True              False   \n",
       "9    False  False         False          False              False   \n",
       "10   False  False          True          False               True   \n",
       "11   False  False         False           True              False   \n",
       "12   False  False          True          False               True   \n",
       "13   False  False         False           True              False   \n",
       "14   False  False          True          False               True   \n",
       "15   False  False         False           True              False   \n",
       "16   False  False          True          False               True   \n",
       "17   False  False         False           True              False   \n",
       "18   False  False          True          False               True   \n",
       "19   False  False         False          False              False   \n",
       "20   False  False         False           True              False   \n",
       "21   False  False          True          False               True   \n",
       "22   False  False         False           True              False   \n",
       "23   False  False          True          False               True   \n",
       "24   False  False         False           True              False   \n",
       "25   False  False          True          False               True   \n",
       "26   False  False          True          False              False   \n",
       "27   False  False         False           True               True   \n",
       "28   False  False         False           True              False   \n",
       "29   False  False          True          False               True   \n",
       "..     ...    ...           ...            ...                ...   \n",
       "92   False  False         False          False              False   \n",
       "93   False  False         False          False              False   \n",
       "94   False  False         False          False              False   \n",
       "95   False  False         False          False              False   \n",
       "96   False  False         False          False              False   \n",
       "97   False  False         False          False              False   \n",
       "98   False  False         False          False              False   \n",
       "99   False  False         False           True              False   \n",
       "100  False  False          True          False              False   \n",
       "101  False  False         False           True              False   \n",
       "102  False  False          True           True              False   \n",
       "103  False  False          True          False               True   \n",
       "104  False  False         False           True               True   \n",
       "105  False  False         False          False               True   \n",
       "106  False  False         False          False               True   \n",
       "107  False  False          True           True              False   \n",
       "108  False  False         False           True               True   \n",
       "109  False  False         False          False              False   \n",
       "110  False  False         False          False              False   \n",
       "111  False  False         False          False              False   \n",
       "112  False  False         False          False              False   \n",
       "113  False  False         False          False              False   \n",
       "114  False  False         False          False              False   \n",
       "115  False  False         False          False               True   \n",
       "116  False  False         False          False              False   \n",
       "117  False  False         False          False              False   \n",
       "118  False  False         False           True               True   \n",
       "119  False  False         False           True               True   \n",
       "120  False  False         False           True               True   \n",
       "121  False  False         False           True               True   \n",
       "\n",
       "     Cases_Nigeria  Cases_Senegal  Cases_UnitedStates  Cases_Spain  \\\n",
       "0             True           True                True         True   \n",
       "1             True           True                True         True   \n",
       "2             True           True                True         True   \n",
       "3             True           True                True         True   \n",
       "4             True           True                True         True   \n",
       "5             True           True                True         True   \n",
       "6             True           True                True         True   \n",
       "7             True           True                True         True   \n",
       "8             True           True                True         True   \n",
       "9             True           True                True         True   \n",
       "10            True           True                True         True   \n",
       "11            True           True                True         True   \n",
       "12            True           True                True         True   \n",
       "13           False          False               False        False   \n",
       "14            True           True                True         True   \n",
       "15           False          False               False        False   \n",
       "16            True           True                True         True   \n",
       "17           False          False               False        False   \n",
       "18            True           True                True         True   \n",
       "19           False          False               False        False   \n",
       "20           False          False               False        False   \n",
       "21            True           True                True         True   \n",
       "22           False          False               False        False   \n",
       "23            True           True                True         True   \n",
       "24           False          False               False        False   \n",
       "25            True           True                True         True   \n",
       "26           False          False               False        False   \n",
       "27            True           True                True         True   \n",
       "28           False          False               False        False   \n",
       "29            True           True                True         True   \n",
       "..             ...            ...                 ...          ...   \n",
       "92            True           True                True         True   \n",
       "93            True           True                True         True   \n",
       "94            True           True                True         True   \n",
       "95            True           True                True         True   \n",
       "96            True           True                True         True   \n",
       "97            True           True                True         True   \n",
       "98            True           True                True         True   \n",
       "99            True           True                True         True   \n",
       "100           True           True                True         True   \n",
       "101           True           True                True         True   \n",
       "102           True           True                True         True   \n",
       "103           True           True                True         True   \n",
       "104           True           True                True         True   \n",
       "105           True           True                True         True   \n",
       "106           True           True                True         True   \n",
       "107           True           True                True         True   \n",
       "108           True           True                True         True   \n",
       "109           True           True                True         True   \n",
       "110           True           True                True         True   \n",
       "111           True           True                True         True   \n",
       "112           True           True                True         True   \n",
       "113           True           True                True         True   \n",
       "114           True           True                True         True   \n",
       "115           True           True                True         True   \n",
       "116           True           True                True         True   \n",
       "117           True           True                True         True   \n",
       "118           True           True                True         True   \n",
       "119           True           True                True         True   \n",
       "120           True           True                True         True   \n",
       "121           True           True                True         True   \n",
       "\n",
       "     Cases_Mali  Deaths_Guinea  Deaths_Liberia  Deaths_SierraLeone  \\\n",
       "0          True          False            True               False   \n",
       "1          True          False            True               False   \n",
       "2          True          False           False               False   \n",
       "3          True           True           False                True   \n",
       "4          True          False           False               False   \n",
       "5          True          False           False               False   \n",
       "6          True          False            True               False   \n",
       "7          True           True           False               False   \n",
       "8          True          False            True               False   \n",
       "9          True          False           False               False   \n",
       "10         True           True           False                True   \n",
       "11         True          False            True               False   \n",
       "12         True           True           False                True   \n",
       "13        False          False            True               False   \n",
       "14         True           True           False                True   \n",
       "15        False          False            True               False   \n",
       "16         True           True           False                True   \n",
       "17        False          False            True               False   \n",
       "18         True           True           False                True   \n",
       "19        False          False           False               False   \n",
       "20        False          False            True               False   \n",
       "21         True           True           False                True   \n",
       "22        False          False            True               False   \n",
       "23         True           True           False                True   \n",
       "24        False          False            True               False   \n",
       "25         True           True           False                True   \n",
       "26        False           True           False               False   \n",
       "27         True          False            True                True   \n",
       "28        False          False            True               False   \n",
       "29         True           True           False                True   \n",
       "..          ...            ...             ...                 ...   \n",
       "92         True          False           False               False   \n",
       "93         True          False           False               False   \n",
       "94         True          False           False               False   \n",
       "95         True          False           False               False   \n",
       "96         True          False           False               False   \n",
       "97         True          False           False               False   \n",
       "98         True          False           False               False   \n",
       "99         True          False            True               False   \n",
       "100        True           True            True               False   \n",
       "101        True          False            True               False   \n",
       "102        True           True            True               False   \n",
       "103        True           True           False                True   \n",
       "104        True          False           False                True   \n",
       "105        True          False            True                True   \n",
       "106        True          False           False                True   \n",
       "107        True           True            True                True   \n",
       "108        True          False            True                True   \n",
       "109        True          False           False               False   \n",
       "110        True          False           False               False   \n",
       "111        True          False           False               False   \n",
       "112        True          False           False               False   \n",
       "113        True          False           False               False   \n",
       "114        True          False           False               False   \n",
       "115        True          False           False                True   \n",
       "116        True          False           False               False   \n",
       "117        True          False           False               False   \n",
       "118        True          False            True                True   \n",
       "119        True          False            True                True   \n",
       "120        True          False            True                True   \n",
       "121        True          False            True                True   \n",
       "\n",
       "     Deaths_Nigeria  Deaths_Senegal  Deaths_UnitedStates  Deaths_Spain  \\\n",
       "0              True            True                 True          True   \n",
       "1              True            True                 True          True   \n",
       "2              True            True                 True          True   \n",
       "3              True            True                 True          True   \n",
       "4              True            True                 True          True   \n",
       "5              True            True                 True          True   \n",
       "6              True            True                 True          True   \n",
       "7              True            True                 True          True   \n",
       "8              True            True                 True          True   \n",
       "9              True            True                 True          True   \n",
       "10             True            True                 True          True   \n",
       "11             True            True                 True          True   \n",
       "12             True            True                 True          True   \n",
       "13            False           False                False         False   \n",
       "14             True            True                 True          True   \n",
       "15            False           False                False         False   \n",
       "16             True            True                 True          True   \n",
       "17            False           False                False         False   \n",
       "18             True            True                 True          True   \n",
       "19            False           False                False         False   \n",
       "20            False           False                False         False   \n",
       "21             True            True                 True          True   \n",
       "22            False           False                False         False   \n",
       "23             True            True                 True          True   \n",
       "24            False           False                False         False   \n",
       "25             True            True                 True          True   \n",
       "26            False           False                False         False   \n",
       "27             True            True                 True          True   \n",
       "28            False           False                False         False   \n",
       "29             True            True                 True          True   \n",
       "..              ...             ...                  ...           ...   \n",
       "92             True            True                 True          True   \n",
       "93             True            True                 True          True   \n",
       "94             True            True                 True          True   \n",
       "95             True            True                 True          True   \n",
       "96             True            True                 True          True   \n",
       "97             True            True                 True          True   \n",
       "98             True            True                 True          True   \n",
       "99             True            True                 True          True   \n",
       "100            True            True                 True          True   \n",
       "101            True            True                 True          True   \n",
       "102            True            True                 True          True   \n",
       "103            True            True                 True          True   \n",
       "104            True            True                 True          True   \n",
       "105            True            True                 True          True   \n",
       "106            True            True                 True          True   \n",
       "107            True            True                 True          True   \n",
       "108            True            True                 True          True   \n",
       "109            True            True                 True          True   \n",
       "110            True            True                 True          True   \n",
       "111            True            True                 True          True   \n",
       "112            True            True                 True          True   \n",
       "113            True            True                 True          True   \n",
       "114            True            True                 True          True   \n",
       "115            True            True                 True          True   \n",
       "116            True            True                 True          True   \n",
       "117            True            True                 True          True   \n",
       "118            True            True                 True          True   \n",
       "119            True            True                 True          True   \n",
       "120            True            True                 True          True   \n",
       "121            True            True                 True          True   \n",
       "\n",
       "     Deaths_Mali  \n",
       "0           True  \n",
       "1           True  \n",
       "2           True  \n",
       "3           True  \n",
       "4           True  \n",
       "5           True  \n",
       "6           True  \n",
       "7           True  \n",
       "8           True  \n",
       "9           True  \n",
       "10          True  \n",
       "11          True  \n",
       "12          True  \n",
       "13         False  \n",
       "14          True  \n",
       "15         False  \n",
       "16          True  \n",
       "17         False  \n",
       "18          True  \n",
       "19         False  \n",
       "20         False  \n",
       "21          True  \n",
       "22         False  \n",
       "23          True  \n",
       "24         False  \n",
       "25          True  \n",
       "26         False  \n",
       "27          True  \n",
       "28         False  \n",
       "29          True  \n",
       "..           ...  \n",
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       "95          True  \n",
       "96          True  \n",
       "97          True  \n",
       "98          True  \n",
       "99          True  \n",
       "100         True  \n",
       "101         True  \n",
       "102         True  \n",
       "103         True  \n",
       "104         True  \n",
       "105         True  \n",
       "106         True  \n",
       "107         True  \n",
       "108         True  \n",
       "109         True  \n",
       "110         True  \n",
       "111         True  \n",
       "112         True  \n",
       "113         True  \n",
       "114         True  \n",
       "115         True  \n",
       "116         True  \n",
       "117         True  \n",
       "118         True  \n",
       "119         True  \n",
       "120         True  \n",
       "121         True  \n",
       "\n",
       "[122 rows x 18 columns]"
      ]
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     "execution_count": 35,
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       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone\n",
       "0    1/5/2015  289        2776.0            0.0            10030.0\n",
       "1    1/4/2015  288        2775.0            0.0             9780.0\n",
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       "3    1/2/2015  286           0.0         8157.0                0.0\n",
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       "9  12/20/2014  272        2571.0         7862.0             8939.0"
      ]
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    "ebola.fillna(0).iloc[:10, :5]"
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       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone\n",
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       "9  12/20/2014  272        2571.0         7862.0             8939.0"
      ]
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      "text/plain": [
       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone\n",
       "0    1/5/2015  289        2776.0         8166.0            10030.0\n",
       "1    1/4/2015  288        2775.0         8166.0             9780.0\n",
       "2    1/3/2015  287        2769.0         8166.0             9722.0\n",
       "3    1/2/2015  286        2730.0         8157.0             9633.0\n",
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       "9  12/20/2014  272        2571.0         7862.0             8939.0"
      ]
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     "metadata": {},
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    }
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    "ebola.fillna(method='bfill').iloc[:10, :5]"
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   "execution_count": 40,
   "metadata": {},
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       "      <th>6</th>\n",
       "      <td>12/27/2014</td>\n",
       "      <td>280</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>7997.5</td>\n",
       "      <td>9409.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12/24/2014</td>\n",
       "      <td>277</td>\n",
       "      <td>2630.0</td>\n",
       "      <td>7977.0</td>\n",
       "      <td>9203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12/21/2014</td>\n",
       "      <td>273</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>7919.5</td>\n",
       "      <td>9004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12/20/2014</td>\n",
       "      <td>272</td>\n",
       "      <td>2571.0</td>\n",
       "      <td>7862.0</td>\n",
       "      <td>8939.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone\n",
       "0    1/5/2015  289        2776.0            NaN            10030.0\n",
       "1    1/4/2015  288        2775.0            NaN             9780.0\n",
       "2    1/3/2015  287        2769.0         8166.0             9722.0\n",
       "3    1/2/2015  286        2749.5         8157.0             9677.5\n",
       "4  12/31/2014  284        2730.0         8115.0             9633.0\n",
       "5  12/28/2014  281        2706.0         8018.0             9446.0\n",
       "6  12/27/2014  280        2695.0         7997.5             9409.0\n",
       "7  12/24/2014  277        2630.0         7977.0             9203.0\n",
       "8  12/21/2014  273        2597.0         7919.5             9004.0\n",
       "9  12/20/2014  272        2571.0         7862.0             8939.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebola.interpolate().iloc[:10, :5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ebola.interpolate?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12/28/2014</td>\n",
       "      <td>281</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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      "text/plain": [
       "         Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone\n",
       "0    1/5/2015  289        2776.0            0.0            10030.0\n",
       "1    1/4/2015  288        2775.0            0.0             9780.0\n",
       "2    1/3/2015  287        2769.0         8166.0             9722.0\n",
       "3    1/2/2015  286           0.0         8157.0                0.0\n",
       "4  12/31/2014  284        2730.0         8115.0             9633.0\n",
       "5  12/28/2014  281        2706.0         8018.0             9446.0\n",
       "6  12/27/2014  280        2695.0            0.0             9409.0\n",
       "7  12/24/2014  277        2630.0         7977.0             9203.0\n",
       "8  12/21/2014  273        2597.0            0.0             9004.0\n",
       "9  12/20/2014  272        2571.0         7862.0             8939.0"
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     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebola.fillna(0).iloc[:10, :5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "ebola['Cases_Guinea_filled'] = ebola['Cases_Guinea'].fillna(ebola['Cases_Guinea'].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
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       "      <td>1781.0</td>\n",
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       "      <td>2943.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>8115.0</td>\n",
       "      <td>9633.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>3471.0</td>\n",
       "      <td>2827.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>8018.0</td>\n",
       "      <td>9446.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>3423.0</td>\n",
       "      <td>2758.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>9409.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2732.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2695.0</td>\n",
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       "      <td>7977.0</td>\n",
       "      <td>9203.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3413.0</td>\n",
       "      <td>2655.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2630.0</td>\n",
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       "      <td>273</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1607.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2582.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2597.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1586.0</td>\n",
       "      <td>3384.0</td>\n",
       "      <td>2556.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2571.0</td>\n",
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       "    <tr>\n",
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       "      <td>12/18/2014</td>\n",
       "      <td>271</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7830.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3376.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>12/14/2014</td>\n",
       "      <td>267</td>\n",
       "      <td>2416.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8356.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1525.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2085.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2416.0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12/9/2014</td>\n",
       "      <td>262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7797.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3290.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12/7/2014</td>\n",
       "      <td>260</td>\n",
       "      <td>2292.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7897.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2292.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>12/3/2014</td>\n",
       "      <td>256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7719.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>11/30/2014</td>\n",
       "      <td>253</td>\n",
       "      <td>2164.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7312.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1583.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11/28/2014</td>\n",
       "      <td>251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7635.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3145.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>11/23/2014</td>\n",
       "      <td>246</td>\n",
       "      <td>2134.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6599.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1398.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11/22/2014</td>\n",
       "      <td>245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3016.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11/18/2014</td>\n",
       "      <td>241</td>\n",
       "      <td>2047.0</td>\n",
       "      <td>7082.0</td>\n",
       "      <td>6190.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1214.0</td>\n",
       "      <td>2963.0</td>\n",
       "      <td>1267.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2047.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11/16/2014</td>\n",
       "      <td>239</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6073.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1192.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11/15/2014</td>\n",
       "      <td>238</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7069.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2964.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11/11/2014</td>\n",
       "      <td>234</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5586.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1919.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11/10/2014</td>\n",
       "      <td>233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2812.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11/9/2014</td>\n",
       "      <td>232</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5368.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1878.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>11/8/2014</td>\n",
       "      <td>231</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6822.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2836.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>11/4/2014</td>\n",
       "      <td>227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6619.0</td>\n",
       "      <td>4862.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2766.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11/3/2014</td>\n",
       "      <td>226</td>\n",
       "      <td>1760.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1760.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>11/2/2014</td>\n",
       "      <td>225</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4759.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1070.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1731.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10/31/2014</td>\n",
       "      <td>222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6525.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>5/23/2014</td>\n",
       "      <td>62</td>\n",
       "      <td>258.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>5/12/2014</td>\n",
       "      <td>51</td>\n",
       "      <td>248.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>171.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>248.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>5/10/2014</td>\n",
       "      <td>49</td>\n",
       "      <td>233.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>5/7/2014</td>\n",
       "      <td>46</td>\n",
       "      <td>236.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>5/5/2014</td>\n",
       "      <td>44</td>\n",
       "      <td>235.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>5/3/2014</td>\n",
       "      <td>42</td>\n",
       "      <td>231.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>231.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>5/1/2014</td>\n",
       "      <td>40</td>\n",
       "      <td>226.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>4/26/2014</td>\n",
       "      <td>35</td>\n",
       "      <td>224.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>4/24/2014</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>4/23/2014</td>\n",
       "      <td>32</td>\n",
       "      <td>218.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>218.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>4/22/2014</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>4/21/2014</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>4/20/2014</td>\n",
       "      <td>29</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>4/17/2014</td>\n",
       "      <td>26</td>\n",
       "      <td>203.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>4/16/2014</td>\n",
       "      <td>25</td>\n",
       "      <td>197.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>4/15/2014</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>4/14/2014</td>\n",
       "      <td>23</td>\n",
       "      <td>168.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>4/11/2014</td>\n",
       "      <td>20</td>\n",
       "      <td>159.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>4/9/2014</td>\n",
       "      <td>18</td>\n",
       "      <td>158.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>4/7/2014</td>\n",
       "      <td>16</td>\n",
       "      <td>151.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>4/4/2014</td>\n",
       "      <td>13</td>\n",
       "      <td>143.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>4/1/2014</td>\n",
       "      <td>10</td>\n",
       "      <td>127.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>3/31/2014</td>\n",
       "      <td>9</td>\n",
       "      <td>122.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>3/29/2014</td>\n",
       "      <td>7</td>\n",
       "      <td>112.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>3/28/2014</td>\n",
       "      <td>6</td>\n",
       "      <td>112.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>3/27/2014</td>\n",
       "      <td>5</td>\n",
       "      <td>103.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>3/26/2014</td>\n",
       "      <td>4</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>3/25/2014</td>\n",
       "      <td>3</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>3/24/2014</td>\n",
       "      <td>2</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>3/22/2014</td>\n",
       "      <td>0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>122 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date  Day  Cases_Guinea  Cases_Liberia  Cases_SierraLeone  \\\n",
       "0      1/5/2015  289        2776.0            NaN            10030.0   \n",
       "1      1/4/2015  288        2775.0            NaN             9780.0   \n",
       "2      1/3/2015  287        2769.0         8166.0             9722.0   \n",
       "3      1/2/2015  286           NaN         8157.0                NaN   \n",
       "4    12/31/2014  284        2730.0         8115.0             9633.0   \n",
       "5    12/28/2014  281        2706.0         8018.0             9446.0   \n",
       "6    12/27/2014  280        2695.0            NaN             9409.0   \n",
       "7    12/24/2014  277        2630.0         7977.0             9203.0   \n",
       "8    12/21/2014  273        2597.0            NaN             9004.0   \n",
       "9    12/20/2014  272        2571.0         7862.0             8939.0   \n",
       "10   12/18/2014  271           NaN         7830.0                NaN   \n",
       "11   12/14/2014  267        2416.0            NaN             8356.0   \n",
       "12    12/9/2014  262           NaN         7797.0                NaN   \n",
       "13    12/7/2014  260        2292.0            NaN             7897.0   \n",
       "14    12/3/2014  256           NaN         7719.0                NaN   \n",
       "15   11/30/2014  253        2164.0            NaN             7312.0   \n",
       "16   11/28/2014  251           NaN         7635.0                NaN   \n",
       "17   11/23/2014  246        2134.0            NaN             6599.0   \n",
       "18   11/22/2014  245           NaN         7168.0                NaN   \n",
       "19   11/18/2014  241        2047.0         7082.0             6190.0   \n",
       "20   11/16/2014  239        1971.0            NaN             6073.0   \n",
       "21   11/15/2014  238           NaN         7069.0                NaN   \n",
       "22   11/11/2014  234        1919.0            NaN             5586.0   \n",
       "23   11/10/2014  233           NaN         6878.0                NaN   \n",
       "24    11/9/2014  232        1878.0            NaN             5368.0   \n",
       "25    11/8/2014  231           NaN         6822.0                NaN   \n",
       "26    11/4/2014  227           NaN         6619.0             4862.0   \n",
       "27    11/3/2014  226        1760.0            NaN                NaN   \n",
       "28    11/2/2014  225        1731.0            NaN             4759.0   \n",
       "29   10/31/2014  222           NaN         6525.0                NaN   \n",
       "..          ...  ...           ...            ...                ...   \n",
       "92    5/23/2014   62         258.0           12.0                0.0   \n",
       "93    5/12/2014   51         248.0           12.0                0.0   \n",
       "94    5/10/2014   49         233.0           12.0                0.0   \n",
       "95     5/7/2014   46         236.0           13.0                0.0   \n",
       "96     5/5/2014   44         235.0           13.0                0.0   \n",
       "97     5/3/2014   42         231.0           13.0                0.0   \n",
       "98     5/1/2014   40         226.0           13.0                0.0   \n",
       "99    4/26/2014   35         224.0            NaN                0.0   \n",
       "100   4/24/2014   33           NaN           35.0                0.0   \n",
       "101   4/23/2014   32         218.0            NaN                0.0   \n",
       "102   4/22/2014   31           NaN            NaN                0.0   \n",
       "103   4/21/2014   30           NaN           34.0                NaN   \n",
       "104   4/20/2014   29         208.0            NaN                NaN   \n",
       "105   4/17/2014   26         203.0           27.0                NaN   \n",
       "106   4/16/2014   25         197.0           27.0                NaN   \n",
       "107   4/15/2014   24           NaN            NaN               12.0   \n",
       "108   4/14/2014   23         168.0            NaN                NaN   \n",
       "109   4/11/2014   20         159.0           26.0                2.0   \n",
       "110    4/9/2014   18         158.0           25.0                2.0   \n",
       "111    4/7/2014   16         151.0           21.0                2.0   \n",
       "112    4/4/2014   13         143.0           18.0                2.0   \n",
       "113    4/1/2014   10         127.0            8.0                2.0   \n",
       "114   3/31/2014    9         122.0            8.0                2.0   \n",
       "115   3/29/2014    7         112.0            7.0                NaN   \n",
       "116   3/28/2014    6         112.0            3.0                2.0   \n",
       "117   3/27/2014    5         103.0            8.0                6.0   \n",
       "118   3/26/2014    4          86.0            NaN                NaN   \n",
       "119   3/25/2014    3          86.0            NaN                NaN   \n",
       "120   3/24/2014    2          86.0            NaN                NaN   \n",
       "121   3/22/2014    0          49.0            NaN                NaN   \n",
       "\n",
       "     Cases_Nigeria  Cases_Senegal  Cases_UnitedStates  Cases_Spain  \\\n",
       "0              NaN            NaN                 NaN          NaN   \n",
       "1              NaN            NaN                 NaN          NaN   \n",
       "2              NaN            NaN                 NaN          NaN   \n",
       "3              NaN            NaN                 NaN          NaN   \n",
       "4              NaN            NaN                 NaN          NaN   \n",
       "5              NaN            NaN                 NaN          NaN   \n",
       "6              NaN            NaN                 NaN          NaN   \n",
       "7              NaN            NaN                 NaN          NaN   \n",
       "8              NaN            NaN                 NaN          NaN   \n",
       "9              NaN            NaN                 NaN          NaN   \n",
       "10             NaN            NaN                 NaN          NaN   \n",
       "11             NaN            NaN                 NaN          NaN   \n",
       "12             NaN            NaN                 NaN          NaN   \n",
       "13            20.0            1.0                 4.0          1.0   \n",
       "14             NaN            NaN                 NaN          NaN   \n",
       "15            20.0            1.0                 4.0          1.0   \n",
       "16             NaN            NaN                 NaN          NaN   \n",
       "17            20.0            1.0                 4.0          1.0   \n",
       "18             NaN            NaN                 NaN          NaN   \n",
       "19            20.0            1.0                 4.0          1.0   \n",
       "20            20.0            1.0                 4.0          1.0   \n",
       "21             NaN            NaN                 NaN          NaN   \n",
       "22            20.0            1.0                 4.0          1.0   \n",
       "23             NaN            NaN                 NaN          NaN   \n",
       "24            20.0            1.0                 4.0          1.0   \n",
       "25             NaN            NaN                 NaN          NaN   \n",
       "26            20.0            1.0                 4.0          1.0   \n",
       "27             NaN            NaN                 NaN          NaN   \n",
       "28            20.0            1.0                 4.0          1.0   \n",
       "29             NaN            NaN                 NaN          NaN   \n",
       "..             ...            ...                 ...          ...   \n",
       "92             NaN            NaN                 NaN          NaN   \n",
       "93             NaN            NaN                 NaN          NaN   \n",
       "94             NaN            NaN                 NaN          NaN   \n",
       "95             NaN            NaN                 NaN          NaN   \n",
       "96             NaN            NaN                 NaN          NaN   \n",
       "97             NaN            NaN                 NaN          NaN   \n",
       "98             NaN            NaN                 NaN          NaN   \n",
       "99             NaN            NaN                 NaN          NaN   \n",
       "100            NaN            NaN                 NaN          NaN   \n",
       "101            NaN            NaN                 NaN          NaN   \n",
       "102            NaN            NaN                 NaN          NaN   \n",
       "103            NaN            NaN                 NaN          NaN   \n",
       "104            NaN            NaN                 NaN          NaN   \n",
       "105            NaN            NaN                 NaN          NaN   \n",
       "106            NaN            NaN                 NaN          NaN   \n",
       "107            NaN            NaN                 NaN          NaN   \n",
       "108            NaN            NaN                 NaN          NaN   \n",
       "109            NaN            NaN                 NaN          NaN   \n",
       "110            NaN            NaN                 NaN          NaN   \n",
       "111            NaN            NaN                 NaN          NaN   \n",
       "112            NaN            NaN                 NaN          NaN   \n",
       "113            NaN            NaN                 NaN          NaN   \n",
       "114            NaN            NaN                 NaN          NaN   \n",
       "115            NaN            NaN                 NaN          NaN   \n",
       "116            NaN            NaN                 NaN          NaN   \n",
       "117            NaN            NaN                 NaN          NaN   \n",
       "118            NaN            NaN                 NaN          NaN   \n",
       "119            NaN            NaN                 NaN          NaN   \n",
       "120            NaN            NaN                 NaN          NaN   \n",
       "121            NaN            NaN                 NaN          NaN   \n",
       "\n",
       "     Cases_Mali  Deaths_Guinea  Deaths_Liberia  Deaths_SierraLeone  \\\n",
       "0           NaN         1786.0             NaN              2977.0   \n",
       "1           NaN         1781.0             NaN              2943.0   \n",
       "2           NaN         1767.0          3496.0              2915.0   \n",
       "3           NaN            NaN          3496.0                 NaN   \n",
       "4           NaN         1739.0          3471.0              2827.0   \n",
       "5           NaN         1708.0          3423.0              2758.0   \n",
       "6           NaN         1697.0             NaN              2732.0   \n",
       "7           NaN            NaN          3413.0              2655.0   \n",
       "8           NaN         1607.0             NaN              2582.0   \n",
       "9           NaN         1586.0          3384.0              2556.0   \n",
       "10          NaN            NaN          3376.0                 NaN   \n",
       "11          NaN         1525.0             NaN              2085.0   \n",
       "12          NaN            NaN          3290.0                 NaN   \n",
       "13          7.0         1428.0             NaN              1768.0   \n",
       "14          NaN            NaN          3177.0                 NaN   \n",
       "15          7.0         1327.0             NaN              1583.0   \n",
       "16          NaN            NaN          3145.0                 NaN   \n",
       "17          7.0         1260.0             NaN              1398.0   \n",
       "18          NaN            NaN          3016.0                 NaN   \n",
       "19          6.0         1214.0          2963.0              1267.0   \n",
       "20          5.0         1192.0             NaN              1250.0   \n",
       "21          NaN            NaN          2964.0                 NaN   \n",
       "22          4.0         1166.0             NaN              1187.0   \n",
       "23          NaN            NaN          2812.0                 NaN   \n",
       "24          1.0         1142.0             NaN              1169.0   \n",
       "25          NaN            NaN          2836.0                 NaN   \n",
       "26          1.0            NaN          2766.0              1130.0   \n",
       "27          NaN         1054.0             NaN                 NaN   \n",
       "28          1.0         1041.0             NaN              1070.0   \n",
       "29          NaN            NaN          2697.0                 NaN   \n",
       "..          ...            ...             ...                 ...   \n",
       "92          NaN          174.0            11.0                 0.0   \n",
       "93          NaN          171.0            11.0                 0.0   \n",
       "94          NaN          157.0            11.0                 0.0   \n",
       "95          NaN          158.0            11.0                 0.0   \n",
       "96          NaN          157.0            11.0                 0.0   \n",
       "97          NaN          155.0            11.0                 0.0   \n",
       "98          NaN          149.0            11.0                 0.0   \n",
       "99          NaN          143.0             NaN                 0.0   \n",
       "100         NaN            NaN             NaN                 0.0   \n",
       "101         NaN          141.0             NaN                 0.0   \n",
       "102         NaN            NaN             NaN                 0.0   \n",
       "103         NaN            NaN            11.0                 NaN   \n",
       "104         NaN          136.0             6.0                 NaN   \n",
       "105         NaN          129.0             NaN                 NaN   \n",
       "106         NaN          122.0            13.0                 NaN   \n",
       "107         NaN            NaN             NaN                 NaN   \n",
       "108         NaN          108.0             NaN                 NaN   \n",
       "109         NaN          106.0            13.0                 2.0   \n",
       "110         NaN          101.0            12.0                 2.0   \n",
       "111         NaN           95.0            10.0                 2.0   \n",
       "112         NaN           86.0             7.0                 2.0   \n",
       "113         NaN           83.0             5.0                 2.0   \n",
       "114         NaN           80.0             4.0                 2.0   \n",
       "115         NaN           70.0             2.0                 NaN   \n",
       "116         NaN           70.0             3.0                 2.0   \n",
       "117         NaN           66.0             6.0                 5.0   \n",
       "118         NaN           62.0             NaN                 NaN   \n",
       "119         NaN           60.0             NaN                 NaN   \n",
       "120         NaN           59.0             NaN                 NaN   \n",
       "121         NaN           29.0             NaN                 NaN   \n",
       "\n",
       "     Deaths_Nigeria  Deaths_Senegal  Deaths_UnitedStates  Deaths_Spain  \\\n",
       "0               NaN             NaN                  NaN           NaN   \n",
       "1               NaN             NaN                  NaN           NaN   \n",
       "2               NaN             NaN                  NaN           NaN   \n",
       "3               NaN             NaN                  NaN           NaN   \n",
       "4               NaN             NaN                  NaN           NaN   \n",
       "5               NaN             NaN                  NaN           NaN   \n",
       "6               NaN             NaN                  NaN           NaN   \n",
       "7               NaN             NaN                  NaN           NaN   \n",
       "8               NaN             NaN                  NaN           NaN   \n",
       "9               NaN             NaN                  NaN           NaN   \n",
       "10              NaN             NaN                  NaN           NaN   \n",
       "11              NaN             NaN                  NaN           NaN   \n",
       "12              NaN             NaN                  NaN           NaN   \n",
       "13              8.0             0.0                  1.0           0.0   \n",
       "14              NaN             NaN                  NaN           NaN   \n",
       "15              8.0             0.0                  1.0           0.0   \n",
       "16              NaN             NaN                  NaN           NaN   \n",
       "17              8.0             0.0                  1.0           0.0   \n",
       "18              NaN             NaN                  NaN           NaN   \n",
       "19              8.0             0.0                  1.0           0.0   \n",
       "20              8.0             0.0                  1.0           0.0   \n",
       "21              NaN             NaN                  NaN           NaN   \n",
       "22              8.0             0.0                  1.0           0.0   \n",
       "23              NaN             NaN                  NaN           NaN   \n",
       "24              8.0             0.0                  1.0           0.0   \n",
       "25              NaN             NaN                  NaN           NaN   \n",
       "26              8.0             0.0                  1.0           0.0   \n",
       "27              NaN             NaN                  NaN           NaN   \n",
       "28              8.0             0.0                  1.0           0.0   \n",
       "29              NaN             NaN                  NaN           NaN   \n",
       "..              ...             ...                  ...           ...   \n",
       "92              NaN             NaN                  NaN           NaN   \n",
       "93              NaN             NaN                  NaN           NaN   \n",
       "94              NaN             NaN                  NaN           NaN   \n",
       "95              NaN             NaN                  NaN           NaN   \n",
       "96              NaN             NaN                  NaN           NaN   \n",
       "97              NaN             NaN                  NaN           NaN   \n",
       "98              NaN             NaN                  NaN           NaN   \n",
       "99              NaN             NaN                  NaN           NaN   \n",
       "100             NaN             NaN                  NaN           NaN   \n",
       "101             NaN             NaN                  NaN           NaN   \n",
       "102             NaN             NaN                  NaN           NaN   \n",
       "103             NaN             NaN                  NaN           NaN   \n",
       "104             NaN             NaN                  NaN           NaN   \n",
       "105             NaN             NaN                  NaN           NaN   \n",
       "106             NaN             NaN                  NaN           NaN   \n",
       "107             NaN             NaN                  NaN           NaN   \n",
       "108             NaN             NaN                  NaN           NaN   \n",
       "109             NaN             NaN                  NaN           NaN   \n",
       "110             NaN             NaN                  NaN           NaN   \n",
       "111             NaN             NaN                  NaN           NaN   \n",
       "112             NaN             NaN                  NaN           NaN   \n",
       "113             NaN             NaN                  NaN           NaN   \n",
       "114             NaN             NaN                  NaN           NaN   \n",
       "115             NaN             NaN                  NaN           NaN   \n",
       "116             NaN             NaN                  NaN           NaN   \n",
       "117             NaN             NaN                  NaN           NaN   \n",
       "118             NaN             NaN                  NaN           NaN   \n",
       "119             NaN             NaN                  NaN           NaN   \n",
       "120             NaN             NaN                  NaN           NaN   \n",
       "121             NaN             NaN                  NaN           NaN   \n",
       "\n",
       "     Deaths_Mali  Cases_Guinea_filled  \n",
       "0            NaN               2776.0  \n",
       "1            NaN               2775.0  \n",
       "2            NaN               2769.0  \n",
       "3            NaN                 49.0  \n",
       "4            NaN               2730.0  \n",
       "5            NaN               2706.0  \n",
       "6            NaN               2695.0  \n",
       "7            NaN               2630.0  \n",
       "8            NaN               2597.0  \n",
       "9            NaN               2571.0  \n",
       "10           NaN                 49.0  \n",
       "11           NaN               2416.0  \n",
       "12           NaN                 49.0  \n",
       "13           6.0               2292.0  \n",
       "14           NaN                 49.0  \n",
       "15           6.0               2164.0  \n",
       "16           NaN                 49.0  \n",
       "17           6.0               2134.0  \n",
       "18           NaN                 49.0  \n",
       "19           6.0               2047.0  \n",
       "20           5.0               1971.0  \n",
       "21           NaN                 49.0  \n",
       "22           3.0               1919.0  \n",
       "23           NaN                 49.0  \n",
       "24           1.0               1878.0  \n",
       "25           NaN                 49.0  \n",
       "26           1.0                 49.0  \n",
       "27           NaN               1760.0  \n",
       "28           1.0               1731.0  \n",
       "29           NaN                 49.0  \n",
       "..           ...                  ...  \n",
       "92           NaN                258.0  \n",
       "93           NaN                248.0  \n",
       "94           NaN                233.0  \n",
       "95           NaN                236.0  \n",
       "96           NaN                235.0  \n",
       "97           NaN                231.0  \n",
       "98           NaN                226.0  \n",
       "99           NaN                224.0  \n",
       "100          NaN                 49.0  \n",
       "101          NaN                218.0  \n",
       "102          NaN                 49.0  \n",
       "103          NaN                 49.0  \n",
       "104          NaN                208.0  \n",
       "105          NaN                203.0  \n",
       "106          NaN                197.0  \n",
       "107          NaN                 49.0  \n",
       "108          NaN                168.0  \n",
       "109          NaN                159.0  \n",
       "110          NaN                158.0  \n",
       "111          NaN                151.0  \n",
       "112          NaN                143.0  \n",
       "113          NaN                127.0  \n",
       "114          NaN                122.0  \n",
       "115          NaN                112.0  \n",
       "116          NaN                112.0  \n",
       "117          NaN                103.0  \n",
       "118          NaN                 86.0  \n",
       "119          NaN                 86.0  \n",
       "120          NaN                 86.0  \n",
       "121          NaN                 49.0  \n",
       "\n",
       "[122 rows x 19 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ebola"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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